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ANJ_1_2st.pdf + + + Competency Level + ANJ_2_2st.pdf + + + Category + ANJ_2_2st.pdf + + + Learner + ANJ_2_2st.pdf + + + Competency + SJL_1_2st.pdf + + + Typ školy + ANJ_2_2st.pdf + + + Framework + ANJ_2_2st.pdf + + + Kompetencia + ANJ_2_2st.pdf + + + Student + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + Grade Range + ANJ_2_2st.pdf + + + Learning Outcome + ANJ_2_2st.pdf + + + Specific Competence + ANJ_2_2st.pdf + + + Specific Competence + ANJ_2_2st.pdf + + + Specific Competence + ANJ_2_2st.pdf + + + Curriculum Component + ANJ_2_2st.pdf + + + Subject + ANJ_2_2st.pdf + + + Subject + ANJ_2_2st.pdf + + + Subject + CHEM_2st.pdf + + + Subject + BIO_2st.pdf + + + Subject + FYZ_2st.pdf + + + Subject + ANJ_2_2st.pdf + + + Proficiency Level + ANJ_2_2st.pdf + + + Educational Framework + ANJ_2_2st.pdf + + + Concept + SJL_2_2st.pdf + + + Concept + SJL_2_1st.pdf + + + Learner Role + ANJ_2_2st.pdf + + + Educational Tool + ANJ_2_2st.pdf + + + Educational Facility + ANJ_2_2st.pdf + + + Educational Resource + ANJ_2_2st.pdf + + + Infrastructure + INF_2st.pdf + + + Program + ANJ_2_2st.pdf + + + Curriculum + ANJ_2_2st.pdf + + + Program + ANJ_2_2st.pdf + + + Document + ANJ_2_2st.pdf + + + Concept + ANJ_2_2st.pdf + + + Subject + SJL_2_1st.pdf + + + Competency + FYZ_2st.pdf + + + Concept + BIO_2st.pdf + + + Concept + BIO_2st.pdf + + + Topic + BIO_1st.pdf + + + Method + BIO_1st.pdf + + + Method + BIO_1st.pdf + + + Method + BIO_1st.pdf + + + Školský rok + SJL_1_1st.pdf + + + Domain + BIO_1st.pdf + + + Domain + BIO_1st.pdf + + + Domain + BIO_1st.pdf + + + Subject + FYZ_2st.pdf + + + Domain + BIO_1st.pdf + + + Concept + BIO_1st.pdf + + + Object + GEO_2st.pdf + + + Celestial Body + BIO_1st.pdf + + + Object + GEO_2st.pdf + + + Celestial Body + BIO_1st.pdf + + + Concept + BIO_1st.pdf + + + Tool + BIO_1st.pdf + + + Tool + BIO_1st.pdf + + + Tool + BIO_1st.pdf + + + Organ + BIO_1st.pdf + + + Substance + BIO_1st.pdf + + + Tool + BIO_1st.pdf + + + Tool + BIO_1st.pdf + + + Časť 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predmet + GEO_2st.pdf + + + zahŕňa + MAT_2st.pdf + + + zahŕňa + MAT_2st.pdf + + + zahŕňa + MAT_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + priradený ročník + GEO_2st.pdf + + + is part of + INF_1st.pdf + + + includes topic + INF_1st.pdf + + + includes topic + INF_1st.pdf + + + includes topic + INF_1st.pdf + + + includes topic + INF_1st.pdf + + + includes topic + INF_1st.pdf + + + focuses on + INF_1st.pdf + + + education_level + INF_2st.pdf + + + published_by + INF_2st.pdf + + + implementátor + MAT_1st.pdf + + + teaches + INF_1st.pdf + + + applies to + INF_1st.pdf + + + curriculum_component + INF_2st.pdf + + + curriculum_component + INF_2st.pdf + + + covers + INF_1st.pdf + + + covers + INF_1st.pdf + + + curriculum_component + INF_2st.pdf + + + curriculum_component + INF_2st.pdf + + + curriculum_component + INF_2st.pdf + + + target_audience + INF_2st.pdf + + + implementer + INF_2st.pdf + + + vyučuje + SJL_1_1st.pdf + + + focus_on + INF_2st.pdf + + + focus_on + INF_2st.pdf + + + focus_on + INF_2st.pdf + + + focus_on + INF_2st.pdf + + + focus_on + INF_2st.pdf + + + focus_on + INF_2st.pdf + + + Vedie + Katalog_Podpornych_Opatreni.pdf + + + Vydané + Katalog_Podpornych_Opatreni.pdf + + + Zahŕňa + Katalog_Podpornych_Opatreni.pdf + + + Zahŕňa + Katalog_Podpornych_Opatreni.pdf + + + Zahŕňa + Katalog_Podpornych_Opatreni.pdf + + + Financovaný + Katalog_Podpornych_Opatreni.pdf + + + vymedzuje pôsobenie + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + vymedzuje pôsobenie + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + Mení + Katalog_Podpornych_Opatreni.pdf + + + Zahŕňajú + Katalog_Podpornych_Opatreni.pdf + + + Zahŕňajú + Katalog_Podpornych_Opatreni.pdf + + + Poskytuje vyjadrenie + Katalog_Podpornych_Opatreni.pdf + + + poskytuje + QNA_Peadgogicky_Asistent.pdf + + + Poskytuje vyjadrenie + Katalog_Podpornych_Opatreni.pdf + + + Stanovuje + Katalog_Podpornych_Opatreni.pdf + + + je predmetom pre + MAT_2st.pdf + + + využíva + MAT_2st.pdf + + + téma + MAT_1st.pdf + + + téma + MAT_1st.pdf + + + téma + MAT_1st.pdf + + + téma + MAT_1st.pdf + + + téma + MAT_1st.pdf + + + zahŕňa operáciu + MAT_2st.pdf + + + zahŕňa operáciu + MAT_2st.pdf + + + zahŕňa operáciu + MAT_2st.pdf + + + zahŕňa operáciu + MAT_2st.pdf + + + zahŕňa útvar + MAT_2st.pdf + + + zahŕňa teleso + MAT_2st.pdf + + + zahŕňa teleso + MAT_2st.pdf + + + používa + MAT_2st.pdf + + + patrí k + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + obsahuje + OBN_2st.pdf + + + obsahuje + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + obsahuje + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + cieľová skupina + OBN_2st.pdf + + + kontroluje podmienky + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + využíva + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + rozhoduje o prijatí + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + povoľuje + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + schvaľuje + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + určuje náplň práce + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + určuje rozsah činností + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + predkladá žiadosť pre + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + diagnostikuje ŠVVP + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + reguluje vzdelávanie + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + pomáha prekonávať bariéry + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + patrí pod + QNA_Peadgogicky_Asistent.pdf + + + pomáha + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + pôsobí v + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + spolupracuje s + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + spolupracuje s + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + kategória + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + súvisí v usmerňovaní + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + obsahuje údaje o + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + schvaľuje vzor + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + upravuje doložku + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + vypracúva + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + vydáva vyjadrenie + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + vzdeláva formou + Osobitosti_a_podmienky_na_VaV_ziakov_so_SVVP.pdf + + + financuje sa z + QNA_Peadgogicky_Asistent.pdf + + + financuje sa z + QNA_Peadgogicky_Asistent.pdf + + + spolupracuje pri dohľade + Vychovne_Opatrenia.pdf + + + prideľuje úväzok + QNA_Peadgogicky_Asistent.pdf + + + zverejňuje + QNA_Peadgogicky_Asistent.pdf + + + definuje + QNA_Peadgogicky_Asistent.pdf + + + reguluje + QNA_Peadgogicky_Asistent.pdf + + + vykazuje + QNA_Peadgogicky_Asistent.pdf + + + je súčasťou + QNA_Peadgogicky_Asistent.pdf + + + uplatňuje sa pri prideľovaní + QNA_Peadgogicky_Asistent.pdf + + + predkladá návrh pridelenia + QNA_Peadgogicky_Asistent.pdf + + + patrí do + SJL_1_1st.pdf + + + pozostáva z + SJL_1_1st.pdf + + + pozostáva z + SJL_1_1st.pdf + + + implementuje sa v + SJL_1_1st.pdf + + + is_level + SJL_1_2st.pdf + + + has_component + SJL_1_2st.pdf + + + has_component + SJL_1_2st.pdf + + + covers_grade + SJL_1_2st.pdf + + + covers_grade + SJL_1_2st.pdf + + + includes + SJL_1_2st.pdf + + + includes + SJL_1_2st.pdf + + + hodnotí + SJL_1_1st.pdf + + + includes_competency + SJL_1_2st.pdf + + + includes_competency + SJL_1_2st.pdf + + + includes_competency + SJL_1_2st.pdf + + + used_for + SJL_1_2st.pdf + + + used_for + SJL_1_2st.pdf + + + vydáva + SJL_2_1st.pdf + + + patrí do + SJL_2_1st.pdf + + + vzdelávacia reč + SJL_2_1st.pdf + + + funkcia + SJL_2_1st.pdf + + + súlad s + SJL_2_1st.pdf + + + obsahuje + SJL_2_1st.pdf + + + obsahuje + SJL_2_1st.pdf + + + zručnosť + SJL_2_1st.pdf + + + zručnosť + SJL_2_1st.pdf + + + zručnosť + SJL_2_1st.pdf + + + zručnosť + SJL_2_1st.pdf + + + metóda + SJL_2_1st.pdf + + + pre úroveň + SJL_2_2st.pdf + + + pozostáva z + SJL_2_2st.pdf + + + pozostáva z + SJL_2_2st.pdf + + + pozostáva z + SJL_2_2st.pdf + + + zahŕňa + SJL_2_2st.pdf + + + zahŕňa + SJL_2_2st.pdf + + + zahŕňa + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + autor diela + SJL_2_2st.pdf + + + je + SJL_2_2st.pdf + + + štátny jazyk + SJL_2_2st.pdf + + + je pre + TSV_1st.pdf + + + cieľom sú + TSV_1st.pdf + + + vykonávajú + TSV_1st.pdf + + + patrí do + TSV_2st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_2st.pdf + + + zahŕňa + TSV_2st.pdf + + + zahŕňa + TSV_2st.pdf + + + zahŕňa + TSV_2st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + zahŕňa + TSV_1st.pdf + + + obsahuje + TSV_2st.pdf + + + obsahuje + TSV_2st.pdf + + + obsahuje + TSV_2st.pdf + + + obsahuje + TSV_2st.pdf + + + obsahuje + TSV_2st.pdf + + + obsahuje + TSV_2st.pdf + + + obsahuje + TSV_2st.pdf + + + vyučujú + TSV_2st.pdf + + + vydáva + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + podporuje + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + nie je zamestnancom + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + vymedzuje pôsobenie + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + vymedzuje pôsobenie + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + poskytuje príspevok + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + riadi činnosti + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + zoznam činností + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + zoznam činností + USMERNENIE K PÔSOBENIU PEDAGOGICKÉHO ASISTENTA.pdf + + + rozhodne o uložení + Vychovne_Opatrenia.pdf + + + uloží povinnosť + Vychovne_Opatrenia.pdf + + + upozorní + Vychovne_Opatrenia.pdf + + + rozhodne o uložení podľa zákona o rodine + Vychovne_Opatrenia.pdf + + + ustanovuje + Vychovne_Opatrenia.pdf + + + ustanovuje + Vychovne_Opatrenia.pdf + + + spolupracuje pri dohľade + Vychovne_Opatrenia.pdf + + + podľa § 145a ods. 2, písm. m) + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + určuje rozsah na základe vyjadrenia + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + zabezpečuje + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + zabezpečuje + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + + zabezpečuje + Zabezpečenie pôsobenia pedagogického asistenta v triede.pdf + + \ No newline at end of file diff --git a/graph_builder.py b/graph_builder.py new file mode 100644 index 0000000..2d583ee --- /dev/null +++ b/graph_builder.py @@ -0,0 +1,411 @@ +import json +import os +import networkx as nx +import re +import hashlib + +from ingest import load_documents +from llm import llm_call + +# Cleans response to avoid errors +def clean_llm_response(text: str) -> str: + """ + Removes markdown, extra text, and extracts JSON safely. + """ + + if not text: + raise ValueError("LLM returned empty response") + + text = text.strip() + + # Remove ```json or ``` wrappers + text = re.sub(r"^```json", "", text) + text = re.sub(r"^```", "", text) + text = re.sub(r"```$", "", text) + + text = text.strip() + + # Try to extract JSON object if model adds extra text + match = re.search(r"\{.*\}", text, re.DOTALL) + if match: + return match.group(0) + + return text + +# Gets cached extraction for a chunk, or extracts and caches it +def get_cached_extraction(chunk, cache_dir="cache"): + + os.makedirs(cache_dir, exist_ok=True) + + # Create unique hash for chunk + chunk_hash = hashlib.md5( + chunk.encode("utf-8") + ).hexdigest() + + cache_path = os.path.join( + cache_dir, + f"{chunk_hash}.json" + ) + + + # Cache Load (if exists) + if os.path.exists(cache_path): + + print(f"[CACHE HIT] {chunk_hash}") + + with open(cache_path, "r", encoding="utf-8") as f: + return json.load(f) + + + # Extract json and store in cache + print(f"[CACHE MISS] {chunk_hash}") + + extraction = extract_entities_and_relations(chunk) + + + # Save cache + with open(cache_path, "w", encoding="utf-8") as f: + json.dump( + extraction, + f, + indent=2, + ensure_ascii=False + ) + + return extraction + +# Calls LLM to get entities and realtions (.json) and saves them to cache +def extract_entities_and_relations(text): + + text = text[:8000] # prevent context overflow + + prompt = f""" +You are an educational knowledge graph extraction system. + +Your task: + +Extract educational entities and relations. + +Rules: +- Return ONLY EXACT JSON +- Use ONLY meaningful educational concepts +- NO markdown +- NO explanations +- NO extra text +- Use these relations ONLY: +[ "is_a", + "part_of", + "uses", + "teaches", + "requires", + "depends_on", + "implements", + "applies_to", + "subfield_of", + "contains", + "defined_by"] +- Entity names must be normalized: + GOOD: + - "Machine Learning" + - "Artificial Intelligence" + BAD: + - "machine learning" + - "ML" + - "AI systems" +- Prefer fewer HIGH QUALITY relations over many weak relations +- Every entity should participate in at least one relation + +OUTPUT FORMAT EXACTLY: +{{ + "entities": [ + {{"name": "...", "type": "..."}} + ], + "relations": [ + {{ + "source": "...", + "target": "...", + "relation": "..." + }} + ] +}} + +TEXT: +{text} +""" + + response = llm_call([ + {"role": "user", "content": prompt} + ]) + + cleaned = clean_llm_response(response) + + try: + data = json.loads(cleaned) + + except json.JSONDecodeError: + print("\nINVALID JSON") + print(cleaned) + raise + + # Checks if llm output is valid + entities = data.get("entities", []) + relations = data.get("relations", []) + + # Normalize entity names + normalized_entities = {} + + for ent in entities: + + name = ent["name"].strip() + + # title case normalization + name = " ".join(word.capitalize() for word in name.split()) + + normalized_entities[name] = { + "name": name, + "type": ent.get("type", "concept") + } + + entity_names = set(normalized_entities.keys()) + + valid_relations = [] + + for rel in relations: + + source = rel["source"].strip() + target = rel["target"].strip() + relation = rel["relation"].strip() + + source = " ".join(word.capitalize() for word in source.split()) + target = " ".join(word.capitalize() for word in target.split()) + + # Skip self-loops + if source == target: + continue + + # Ensure both entities exist + if source not in entity_names: + continue + + if target not in entity_names: + continue + + valid_relations.append({ + "source": source, + "target": target, + "relation": relation + }) + + # Remove isolated entities + connected = set() + + for rel in valid_relations: + connected.add(rel["source"]) + connected.add(rel["target"]) + + final_entities = [ + ent for ent in normalized_entities.values() + if ent["name"] in connected + ] + + return { + "entities": final_entities, + "relations": valid_relations + } + +# Chunks document into chunks (with overlap) +def chunk_text(text, chunk_size=8000, overlap=300): + + text = text.replace("\r", " ") + + paragraphs = text.split("\n") + + chunks = [] + current = "" + + for para in paragraphs: + + para = para.strip() + + # Skip useless tiny paragraphs + if len(para) < 40: + continue + + if len(current) + len(para) < chunk_size: + + current += para + "\n" + + else: + + chunks.append(current) + + # overlap keeps context continuity + current = current[-overlap:] + "\n" + para + "\n" + + if current: + chunks.append(current) + + return chunks + +# Builds graph from documents (must be in documents folder [.pdf, .txt, .docx]) +def build_graph_from_documents(folder="documents"): + + G = nx.DiGraph() + + docs = load_documents(folder) + + for doc in docs: + + print(f"\n[INFO] Processing document: {doc['filename']}") + + # Document is split into chunks + chunks = chunk_text(doc["content"]) + + print(f"[INFO] Total chunks: {len(chunks)}") + + # Process chunk by chunk + for idx, chunk in enumerate(chunks): + + print(f"[INFO] Processing chunk {idx + 1}/{len(chunks)}") + + try: + extraction = get_cached_extraction(chunk) + + except Exception as e: + + print(f"[WARN] Extraction failed on chunk {idx + 1}") + print(e) + + continue + + # Add entities (nodes) to graph + for ent in extraction["entities"]: + + G.add_node( + ent["name"], + type=ent["type"], + source_doc=doc["filename"] + ) + + # Adds entity realtions (links nodes) + for rel in extraction["relations"]: + + G.add_edge( + rel["source"], + rel["target"], + relation=rel["relation"], + source_doc=doc["filename"] + ) + + return G + +# Saves graph to file +def save_graph(G, path="graph/kg.graphml"): + os.makedirs(os.path.dirname(path), exist_ok=True) + nx.write_graphml(G, path) + print(f"Graph saved to {path}") + +# Loads graph from file +def load_graph(path="graph/kg.graphml"): + return nx.read_graphml(path) + +# Adds document to graph +def add_document(filepath, G): + + docs = load_documents(folder=filepath) + + if not docs: + print(f"[WARN] No documents found in: {filepath}") + return + + doc = docs[0] + + print(f"\n[INFO] Adding document: {doc['filename']}") + + # Document is split into chunks + chunks = chunk_text(doc["content"]) + + print(f"[INFO] Total chunks: {len(chunks)}") + + # Process chunk by chunk + for idx, chunk in enumerate(chunks): + + print(f"[INFO] Processing chunk {idx + 1}/{len(chunks)}") + + try: + + extraction = get_cached_extraction(chunk) + + except Exception as e: + + print(f"[WARN] Extraction failed on chunk {idx + 1}") + print(e) + + continue + + # Add entities (nodes) to graph + for ent in extraction["entities"]: + + G.add_node( + ent["name"], + type=ent["type"], + source_doc=doc["filename"] + ) + + # Adds entity realtions (links nodes) + for rel in extraction["relations"]: + + G.add_edge( + rel["source"], + rel["target"], + relation=rel["relation"], + source_doc=doc["filename"] + ) + + print(f"[INFO] Finished adding {doc['filename']}") + +# Removes document from graph +def remove_document(filename, G): + + edges_to_remove = [] + + for u, v, data in G.edges(data=True): + + if data.get("source_doc") == filename: + edges_to_remove.append((u, v)) + + G.remove_edges_from(edges_to_remove) + + # Remove orphan nodes + isolated_nodes = list(nx.isolates(G)) + + G.remove_nodes_from(isolated_nodes) + + print(f"[INFO] Removed document: {filename}") + +''' +#test +if __name__ == "__main__": + + docs = load_documents() + + extraction = extract_entities_and_relations( + docs[0]["content"] + ) + + print(extraction) +''' + +#test +if __name__ == "__main__": + + #G2 = load_graph() + + #print(G2.nodes(data=True)) + G = build_graph_from_documents() + + save_graph(G) + #print(G.nodes(data=True)) + + #print(G.edges(data=True)) + diff --git a/ingest.py b/ingest.py new file mode 100644 index 0000000..c0bbcd9 --- /dev/null +++ b/ingest.py @@ -0,0 +1,43 @@ +from pathlib import Path +from pypdf import PdfReader +from docx import Document + +def load_documents(folder="documents"): + docs = [] + + for file in Path(folder).glob("*"): + if file.suffix == ".txt": + text = file.read_text(encoding="utf-8") + + docs.append({ + "filename": file.name, + "content": text + }) + + elif file.suffix == ".pdf": + reader = PdfReader(file) + text = "" + for page in reader.pages: + text += page.extract_text() + + docs.append({ + "filename": file.name, + "content": text + }) + + elif file.suffix == ".docx": + doc = Document(file) + text = "\n".join([paragraph.text for paragraph in doc.paragraphs]) + + docs.append({ + "filename": file.name, + "content": text + }) + + return docs + +#test +if __name__ == "__main__": + docs = load_documents() + + print(docs) \ No newline at end of file diff --git a/lib/bindings/utils.js b/lib/bindings/utils.js new file mode 100644 index 0000000..088effe --- /dev/null +++ b/lib/bindings/utils.js @@ -0,0 +1,189 @@ +function neighbourhoodHighlight(params) { + // console.log("in nieghbourhoodhighlight"); + allNodes = nodes.get({ returnType: "Object" }); + // originalNodes = JSON.parse(JSON.stringify(allNodes)); + // if something is selected: + if (params.nodes.length > 0) { + highlightActive = true; + var i, j; + var selectedNode = params.nodes[0]; + var degrees = 2; + + // mark all nodes as hard to read. + for (let nodeId in allNodes) { + // nodeColors[nodeId] = allNodes[nodeId].color; + allNodes[nodeId].color = "rgba(200,200,200,0.5)"; + if (allNodes[nodeId].hiddenLabel === undefined) { + allNodes[nodeId].hiddenLabel = allNodes[nodeId].label; + allNodes[nodeId].label = undefined; + } + } + var connectedNodes = network.getConnectedNodes(selectedNode); + var allConnectedNodes = []; + + // get the second degree nodes + for (i = 1; i < degrees; i++) { + for (j = 0; j < connectedNodes.length; j++) { + allConnectedNodes = allConnectedNodes.concat( + network.getConnectedNodes(connectedNodes[j]) + ); + } + } + + // all second degree nodes get a different color and their label back + for (i = 0; i < allConnectedNodes.length; i++) { + // allNodes[allConnectedNodes[i]].color = "pink"; + allNodes[allConnectedNodes[i]].color = "rgba(150,150,150,0.75)"; + if (allNodes[allConnectedNodes[i]].hiddenLabel !== undefined) { + allNodes[allConnectedNodes[i]].label = + allNodes[allConnectedNodes[i]].hiddenLabel; + allNodes[allConnectedNodes[i]].hiddenLabel = undefined; + } + } + + // all first degree nodes get their own color and their label back + for (i = 0; i < connectedNodes.length; i++) { + // allNodes[connectedNodes[i]].color = undefined; + allNodes[connectedNodes[i]].color = nodeColors[connectedNodes[i]]; + if (allNodes[connectedNodes[i]].hiddenLabel !== undefined) { + allNodes[connectedNodes[i]].label = + allNodes[connectedNodes[i]].hiddenLabel; + allNodes[connectedNodes[i]].hiddenLabel = undefined; + } + } + + // the main node gets its own color and its label back. + // allNodes[selectedNode].color = undefined; + allNodes[selectedNode].color = nodeColors[selectedNode]; + if (allNodes[selectedNode].hiddenLabel !== undefined) { + allNodes[selectedNode].label = allNodes[selectedNode].hiddenLabel; + allNodes[selectedNode].hiddenLabel = undefined; + } + } else if (highlightActive === true) { + // console.log("highlightActive was true"); + // reset all nodes + for (let nodeId in allNodes) { + // allNodes[nodeId].color = "purple"; + allNodes[nodeId].color = nodeColors[nodeId]; + // delete allNodes[nodeId].color; + if (allNodes[nodeId].hiddenLabel !== undefined) { + allNodes[nodeId].label = allNodes[nodeId].hiddenLabel; + allNodes[nodeId].hiddenLabel = undefined; + } + } + highlightActive = false; + } + + // transform the object into an array + var updateArray = []; + if (params.nodes.length > 0) { + for (let nodeId in allNodes) { + if (allNodes.hasOwnProperty(nodeId)) { + // console.log(allNodes[nodeId]); + updateArray.push(allNodes[nodeId]); + } + } + nodes.update(updateArray); + } else { + // console.log("Nothing was selected"); + for (let nodeId in allNodes) { + if (allNodes.hasOwnProperty(nodeId)) { + // console.log(allNodes[nodeId]); + // allNodes[nodeId].color = {}; + updateArray.push(allNodes[nodeId]); + } + } + nodes.update(updateArray); + } +} + +function filterHighlight(params) { + allNodes = nodes.get({ returnType: "Object" }); + // if something is selected: + if (params.nodes.length > 0) { + filterActive = true; + let selectedNodes = params.nodes; + + // hiding all nodes and saving the label + for (let nodeId in allNodes) { + allNodes[nodeId].hidden = true; + if (allNodes[nodeId].savedLabel === undefined) { + allNodes[nodeId].savedLabel = allNodes[nodeId].label; + allNodes[nodeId].label = undefined; + } + } + + for (let i=0; i < selectedNodes.length; i++) { + allNodes[selectedNodes[i]].hidden = false; + if (allNodes[selectedNodes[i]].savedLabel !== undefined) { + allNodes[selectedNodes[i]].label = allNodes[selectedNodes[i]].savedLabel; + allNodes[selectedNodes[i]].savedLabel = undefined; + } + } + + } else if (filterActive === true) { + // reset all nodes + for (let nodeId in allNodes) { + allNodes[nodeId].hidden = false; + if (allNodes[nodeId].savedLabel !== undefined) { + allNodes[nodeId].label = allNodes[nodeId].savedLabel; + allNodes[nodeId].savedLabel = undefined; + } + } + filterActive = false; + } + + // transform the object into an array + var updateArray = []; + if (params.nodes.length > 0) { + for (let nodeId in allNodes) { + if (allNodes.hasOwnProperty(nodeId)) { + updateArray.push(allNodes[nodeId]); + } + } + nodes.update(updateArray); + } else { + for (let nodeId in allNodes) { + if (allNodes.hasOwnProperty(nodeId)) { + updateArray.push(allNodes[nodeId]); + } + } + nodes.update(updateArray); + } +} + +function selectNode(nodes) { + network.selectNodes(nodes); + neighbourhoodHighlight({ nodes: nodes }); + return nodes; +} + +function selectNodes(nodes) { + network.selectNodes(nodes); + filterHighlight({nodes: nodes}); + return nodes; +} + +function highlightFilter(filter) { + let selectedNodes = [] + let selectedProp = filter['property'] + if (filter['item'] === 'node') { + let allNodes = nodes.get({ returnType: "Object" }); + for (let nodeId in allNodes) { + if (allNodes[nodeId][selectedProp] && filter['value'].includes((allNodes[nodeId][selectedProp]).toString())) { + selectedNodes.push(nodeId) + } + } + } + else if (filter['item'] === 'edge'){ + let allEdges = edges.get({returnType: 'object'}); + // check if the selected property exists for selected edge and select the nodes connected to the edge + for (let edge in allEdges) { + if (allEdges[edge][selectedProp] && filter['value'].includes((allEdges[edge][selectedProp]).toString())) { + selectedNodes.push(allEdges[edge]['from']) + selectedNodes.push(allEdges[edge]['to']) + } + } + } + selectNodes(selectedNodes) +} \ No newline at end of file diff --git a/lib/tom-select/tom-select.complete.min.js b/lib/tom-select/tom-select.complete.min.js new file mode 100644 index 0000000..e2e0211 --- /dev/null +++ b/lib/tom-select/tom-select.complete.min.js @@ -0,0 +1,356 @@ +/** +* Tom Select v2.0.0-rc.4 +* Licensed under the Apache License, Version 2.0 (the "License"); +*/ +!function(e,t){"object"==typeof exports&&"undefined"!=typeof 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'),d=this.input.getAttribute("class")||"",p=n.mode +var u +if(C(r,n.wrapperClass,d,p),C(l,n.controlClass),G(r,l),C(a,n.dropdownClass,p),n.copyClassesToDropdown&&C(a,d),C(c,n.dropdownContentClass),G(a,c),w(n.dropdownParent||r).appendChild(a),n.hasOwnProperty("controlInput"))n.controlInput?(u=w(n.controlInput),this.focus_node=u):(u=w(""),this.focus_node=l) +else{u=w('') +y(["autocorrect","autocapitalize","autocomplete"],(e=>{s.getAttribute(e)&&P(u,{[e]:s.getAttribute(e)})})),u.tabIndex=-1,l.appendChild(u),this.focus_node=u}this.wrapper=r,this.dropdown=a,this.dropdown_content=c,this.control=l,this.control_input=u,this.setup()}setup(){const e=this,t=e.settings,i=e.control_input,s=e.dropdown,n=e.dropdown_content,o=e.wrapper,r=e.control,l=e.input,a=e.focus_node,c={passive:!0},d=e.inputId+"-ts-dropdown" +P(n,{id:d}),P(a,{role:"combobox","aria-haspopup":"listbox","aria-expanded":"false","aria-controls":d}) +const p=M(a,e.inputId+"-ts-control"),u="label[for='"+(e=>e.replace(/['"\\]/g,"\\$&"))(e.inputId)+"']",h=document.querySelector(u),g=e.focus.bind(e) +if(h){B(h,"click",g),P(h,{for:p}) +const t=M(h,e.inputId+"-ts-label") +P(a,{"aria-labelledby":t}),P(n,{"aria-labelledby":t})}if(o.style.width=l.style.width,e.plugins.names.length){const t="plugin-"+e.plugins.names.join(" plugin-") +C([o,s],t)}(null===t.maxItems||t.maxItems>1)&&e.is_select_tag&&P(l,{multiple:"multiple"}),e.settings.placeholder&&P(i,{placeholder:t.placeholder}),!e.settings.splitOn&&e.settings.delimiter&&(e.settings.splitOn=new RegExp("\\s*"+v(e.settings.delimiter)+"+\\s*")),t.load&&t.loadThrottle&&(t.load=z(t.load,t.loadThrottle)),e.control_input.type=l.type,B(s,"click",(t=>{const i=k(t.target,"[data-selectable]") +i&&(e.onOptionSelect(t,i),H(t,!0))})),B(r,"click",(t=>{var s=k(t.target,"[data-ts-item]",r) +s&&e.onItemSelect(t,s)?H(t,!0):""==i.value&&(e.onClick(),H(t,!0))})),B(i,"mousedown",(e=>{""!==i.value&&e.stopPropagation()})),B(a,"keydown",(t=>e.onKeyDown(t))),B(i,"keypress",(t=>e.onKeyPress(t))),B(i,"input",(t=>e.onInput(t))),B(a,"resize",(()=>e.positionDropdown()),c),B(a,"blur",(t=>e.onBlur(t))),B(a,"focus",(t=>e.onFocus(t))),B(a,"paste",(t=>e.onPaste(t))) +const f=t=>{const i=t.composedPath()[0] +if(!o.contains(i)&&!s.contains(i))return e.isFocused&&e.blur(),void e.inputState() +H(t,!0)} +var m=()=>{e.isOpen&&e.positionDropdown()} +B(document,"mousedown",f),B(window,"scroll",m,c),B(window,"resize",m,c),this._destroy=()=>{document.removeEventListener("mousedown",f),window.removeEventListener("sroll",m),window.removeEventListener("resize",m),h&&h.removeEventListener("click",g)},this.revertSettings={innerHTML:l.innerHTML,tabIndex:l.tabIndex},l.tabIndex=-1,l.insertAdjacentElement("afterend",e.wrapper),e.sync(!1),t.items=[],delete t.optgroups,delete t.options,B(l,"invalid",(t=>{e.isValid&&(e.isValid=!1,e.isInvalid=!0,e.refreshState())})),e.updateOriginalInput(),e.refreshItems(),e.close(!1),e.inputState(),e.isSetup=!0,l.disabled?e.disable():e.enable(),e.on("change",this.onChange),C(l,"tomselected","ts-hidden-accessible"),e.trigger("initialize"),!0===t.preload&&e.preload()}setupOptions(e=[],t=[]){this.addOptions(e),y(t,(e=>{this.registerOptionGroup(e)}))}setupTemplates(){var e=this,t=e.settings.labelField,i=e.settings.optgroupLabelField,s={optgroup:e=>{let t=document.createElement("div") +return t.className="optgroup",t.appendChild(e.options),t},optgroup_header:(e,t)=>'
'+t(e[i])+"
",option:(e,i)=>"
"+i(e[t])+"
",item:(e,i)=>"
"+i(e[t])+"
",option_create:(e,t)=>'
Add '+t(e.input)+"
",no_results:()=>'
No results found
',loading:()=>'
',not_loading:()=>{},dropdown:()=>"
"} +e.settings.render=Object.assign({},s,e.settings.render)}setupCallbacks(){var e,t,i={initialize:"onInitialize",change:"onChange",item_add:"onItemAdd",item_remove:"onItemRemove",item_select:"onItemSelect",clear:"onClear",option_add:"onOptionAdd",option_remove:"onOptionRemove",option_clear:"onOptionClear",optgroup_add:"onOptionGroupAdd",optgroup_remove:"onOptionGroupRemove",optgroup_clear:"onOptionGroupClear",dropdown_open:"onDropdownOpen",dropdown_close:"onDropdownClose",type:"onType",load:"onLoad",focus:"onFocus",blur:"onBlur"} +for(e in i)(t=this.settings[i[e]])&&this.on(e,t)}sync(e=!0){const t=this,i=e?U(t.input,{delimiter:t.settings.delimiter}):t.settings +t.setupOptions(i.options,i.optgroups),t.setValue(i.items,!0),t.lastQuery=null}onClick(){var e=this +if(e.activeItems.length>0)return e.clearActiveItems(),void e.focus() +e.isFocused&&e.isOpen?e.blur():e.focus()}onMouseDown(){}onChange(){_(this.input,"input"),_(this.input,"change")}onPaste(e){var t=this +t.isFull()||t.isInputHidden||t.isLocked?H(e):t.settings.splitOn&&setTimeout((()=>{var e=t.inputValue() +if(e.match(t.settings.splitOn)){var i=e.trim().split(t.settings.splitOn) +y(i,(e=>{t.createItem(e)}))}}),0)}onKeyPress(e){var t=this +if(!t.isLocked){var i=String.fromCharCode(e.keyCode||e.which) +return t.settings.create&&"multi"===t.settings.mode&&i===t.settings.delimiter?(t.createItem(),void H(e)):void 0}H(e)}onKeyDown(e){var t=this +if(t.isLocked)9!==e.keyCode&&H(e) +else{switch(e.keyCode){case 65:if(K(V,e))return H(e),void t.selectAll() +break +case 27:return t.isOpen&&(H(e,!0),t.close()),void t.clearActiveItems() +case 40:if(!t.isOpen&&t.hasOptions)t.open() +else if(t.activeOption){let e=t.getAdjacent(t.activeOption,1) +e&&t.setActiveOption(e)}return void H(e) +case 38:if(t.activeOption){let e=t.getAdjacent(t.activeOption,-1) +e&&t.setActiveOption(e)}return void H(e) +case 13:return void(t.isOpen&&t.activeOption?(t.onOptionSelect(e,t.activeOption),H(e)):t.settings.create&&t.createItem()&&H(e)) +case 37:return void t.advanceSelection(-1,e) +case 39:return void t.advanceSelection(1,e) +case 9:return void(t.settings.selectOnTab&&(t.isOpen&&t.activeOption&&(t.onOptionSelect(e,t.activeOption),H(e)),t.settings.create&&t.createItem()&&H(e))) +case 8:case 46:return void t.deleteSelection(e)}t.isInputHidden&&!K(V,e)&&H(e)}}onInput(e){var t=this +if(!t.isLocked){var i=t.inputValue() +t.lastValue!==i&&(t.lastValue=i,t.settings.shouldLoad.call(t,i)&&t.load(i),t.refreshOptions(),t.trigger("type",i))}}onFocus(e){var t=this,i=t.isFocused +if(t.isDisabled)return t.blur(),void H(e) +t.ignoreFocus||(t.isFocused=!0,"focus"===t.settings.preload&&t.preload(),i||t.trigger("focus"),t.activeItems.length||(t.showInput(),t.refreshOptions(!!t.settings.openOnFocus)),t.refreshState())}onBlur(e){if(!1!==document.hasFocus()){var t=this +if(t.isFocused){t.isFocused=!1,t.ignoreFocus=!1 +var i=()=>{t.close(),t.setActiveItem(),t.setCaret(t.items.length),t.trigger("blur")} +t.settings.create&&t.settings.createOnBlur?t.createItem(null,!1,i):i()}}}onOptionSelect(e,t){var i,s=this +t&&(t.parentElement&&t.parentElement.matches("[data-disabled]")||(t.classList.contains("create")?s.createItem(null,!0,(()=>{s.settings.closeAfterSelect&&s.close()})):void 0!==(i=t.dataset.value)&&(s.lastQuery=null,s.addItem(i),s.settings.closeAfterSelect&&s.close(),!s.settings.hideSelected&&e.type&&/click/.test(e.type)&&s.setActiveOption(t))))}onItemSelect(e,t){var i=this +return!i.isLocked&&"multi"===i.settings.mode&&(H(e),i.setActiveItem(t,e),!0)}canLoad(e){return!!this.settings.load&&!this.loadedSearches.hasOwnProperty(e)}load(e){const t=this +if(!t.canLoad(e))return +C(t.wrapper,t.settings.loadingClass),t.loading++ +const i=t.loadCallback.bind(t) +t.settings.load.call(t,e,i)}loadCallback(e,t){const i=this +i.loading=Math.max(i.loading-1,0),i.lastQuery=null,i.clearActiveOption(),i.setupOptions(e,t),i.refreshOptions(i.isFocused&&!i.isInputHidden),i.loading||S(i.wrapper,i.settings.loadingClass),i.trigger("load",e,t)}preload(){var e=this.wrapper.classList +e.contains("preloaded")||(e.add("preloaded"),this.load(""))}setTextboxValue(e=""){var t=this.control_input +t.value!==e&&(t.value=e,_(t,"update"),this.lastValue=e)}getValue(){return this.is_select_tag&&this.input.hasAttribute("multiple")?this.items:this.items.join(this.settings.delimiter)}setValue(e,t){R(this,t?[]:["change"],(()=>{this.clear(t),this.addItems(e,t)}))}setMaxItems(e){0===e&&(e=null),this.settings.maxItems=e,this.refreshState()}setActiveItem(e,t){var i,s,n,o,r,l,a=this +if("single"!==a.settings.mode){if(!e)return a.clearActiveItems(),void(a.isFocused&&a.showInput()) 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t,i,s,n,o,r,l,a,c,d,p +const u={},h=[] +var g,f=this,v=f.inputValue(),m=f.search(v),O=f.activeOption,b=f.settings.shouldOpen||!1,w=f.dropdown_content +for(O&&(c=O.dataset.value,d=O.closest("[data-group]")),n=m.items.length,"number"==typeof f.settings.maxOptions&&(n=Math.min(n,f.settings.maxOptions)),n>0&&(b=!0),t=0;t0&&(l=l.cloneNode(!0),P(l,{id:n.$id+"-clone-"+i,"aria-selected":null}),l.classList.add("ts-cloned"),S(l,"active")),c==e&&d&&d.dataset.group===o&&(O=l),u[o].appendChild(l)}this.settings.lockOptgroupOrder&&h.sort(((e,t)=>(f.optgroups[e]&&f.optgroups[e].$order||0)-(f.optgroups[t]&&f.optgroups[t].$order||0))),l=document.createDocumentFragment(),y(h,(e=>{if(f.optgroups.hasOwnProperty(e)&&u[e].children.length){let t=document.createDocumentFragment(),i=f.render("optgroup_header",f.optgroups[e]) +G(t,i),G(t,u[e]) +let s=f.render("optgroup",{group:f.optgroups[e],options:t}) +G(l,s)}else G(l,u[e])})),w.innerHTML="",G(w,l),f.settings.highlight&&(g=w.querySelectorAll("span.highlight"),Array.prototype.forEach.call(g,(function(e){var t=e.parentNode +t.replaceChild(e.firstChild,e),t.normalize()})),m.query.length&&m.tokens.length&&y(m.tokens,(e=>{T(w,e.regex)}))) +var _=e=>{let t=f.render(e,{input:v}) +return t&&(b=!0,w.insertBefore(t,w.firstChild)),t} +if(f.loading?_("loading"):f.settings.shouldLoad.call(f,v)?0===m.items.length&&_("no_results"):_("not_loading"),(a=f.canCreate(v))&&(p=_("option_create")),f.hasOptions=m.items.length>0||a,b){if(m.items.length>0){if(!w.contains(O)&&"single"===f.settings.mode&&f.items.length&&(O=f.getOption(f.items[0])),!w.contains(O)){let e=0 +p&&!f.settings.addPrecedence&&(e=1),O=f.selectable()[e]}}else p&&(O=p) +e&&!f.isOpen&&(f.open(),f.scrollToOption(O,"auto")),f.setActiveOption(O)}else f.clearActiveOption(),e&&f.isOpen&&f.close(!1)}selectable(){return this.dropdown_content.querySelectorAll("[data-selectable]")}addOption(e,t=!1){const i=this +if(Array.isArray(e))return i.addOptions(e,t),!1 +const s=q(e[i.settings.valueField]) +return null!==s&&!i.options.hasOwnProperty(s)&&(e.$order=e.$order||++i.order,e.$id=i.inputId+"-opt-"+e.$order,i.options[s]=e,i.lastQuery=null,t&&(i.userOptions[s]=t,i.trigger("option_add",s,e)),s)}addOptions(e,t=!1){y(e,(e=>{this.addOption(e,t)}))}registerOption(e){return this.addOption(e)}registerOptionGroup(e){var t=q(e[this.settings.optgroupValueField]) +return null!==t&&(e.$order=e.$order||++this.order,this.optgroups[t]=e,t)}addOptionGroup(e,t){var i +t[this.settings.optgroupValueField]=e,(i=this.registerOptionGroup(t))&&this.trigger("optgroup_add",i,t)}removeOptionGroup(e){this.optgroups.hasOwnProperty(e)&&(delete this.optgroups[e],this.clearCache(),this.trigger("optgroup_remove",e))}clearOptionGroups(){this.optgroups={},this.clearCache(),this.trigger("optgroup_clear")}updateOption(e,t){const i=this +var s,n +const o=q(e),r=q(t[i.settings.valueField]) +if(null===o)return +if(!i.options.hasOwnProperty(o))return +if("string"!=typeof r)throw new Error("Value must be set in option data") +const l=i.getOption(o),a=i.getItem(o) +if(t.$order=t.$order||i.options[o].$order,delete i.options[o],i.uncacheValue(r),i.options[r]=t,l){if(i.dropdown_content.contains(l)){const e=i._render("option",t) +E(l,e),i.activeOption===l&&i.setActiveOption(e)}l.remove()}a&&(-1!==(n=i.items.indexOf(o))&&i.items.splice(n,1,r),s=i._render("item",t),a.classList.contains("active")&&C(s,"active"),E(a,s)),i.lastQuery=null}removeOption(e,t){const i=this +e=D(e),i.uncacheValue(e),delete i.userOptions[e],delete i.options[e],i.lastQuery=null,i.trigger("option_remove",e),i.removeItem(e,t)}clearOptions(){this.loadedSearches={},this.userOptions={},this.clearCache() +var e={} +y(this.options,((t,i)=>{this.items.indexOf(i)>=0&&(e[i]=this.options[i])})),this.options=this.sifter.items=e,this.lastQuery=null,this.trigger("option_clear")}getOption(e,t=!1){const i=q(e) +if(null!==i&&this.options.hasOwnProperty(i)){const e=this.options[i] +if(e.$div)return e.$div +if(t)return this._render("option",e)}return null}getAdjacent(e,t,i="option"){var s +if(!e)return null +s="item"==i?this.controlChildren():this.dropdown_content.querySelectorAll("[data-selectable]") +for(let i=0;i0?s[i+1]:s[i-1] +return null}getItem(e){if("object"==typeof e)return e +var t=q(e) +return null!==t?this.control.querySelector(`[data-value="${Q(t)}"]`):null}addItems(e,t){var i=this,s=Array.isArray(e)?e:[e] +for(let e=0,n=(s=s.filter((e=>-1===i.items.indexOf(e)))).length;e{var i,s +const n=this,o=n.settings.mode,r=q(e) +if((!r||-1===n.items.indexOf(r)||("single"===o&&n.close(),"single"!==o&&n.settings.duplicates))&&null!==r&&n.options.hasOwnProperty(r)&&("single"===o&&n.clear(t),"multi"!==o||!n.isFull())){if(i=n._render("item",n.options[r]),n.control.contains(i)&&(i=i.cloneNode(!0)),s=n.isFull(),n.items.splice(n.caretPos,0,r),n.insertAtCaret(i),n.isSetup){if(!n.isPending&&n.settings.hideSelected){let e=n.getOption(r),t=n.getAdjacent(e,1) +t&&n.setActiveOption(t)}n.isPending||n.refreshOptions(n.isFocused&&"single"!==o),0!=n.settings.closeAfterSelect&&n.isFull()?n.close():n.isPending||n.positionDropdown(),n.trigger("item_add",r,i),n.isPending||n.updateOriginalInput({silent:t})}(!n.isPending||!s&&n.isFull())&&(n.inputState(),n.refreshState())}}))}removeItem(e=null,t){const i=this +if(!(e=i.getItem(e)))return +var s,n +const o=e.dataset.value +s=L(e),e.remove(),e.classList.contains("active")&&(n=i.activeItems.indexOf(e),i.activeItems.splice(n,1),S(e,"active")),i.items.splice(s,1),i.lastQuery=null,!i.settings.persist&&i.userOptions.hasOwnProperty(o)&&i.removeOption(o,t),s{})){var s,n=this,o=n.caretPos +if(e=e||n.inputValue(),!n.canCreate(e))return i(),!1 +n.lock() +var r=!1,l=e=>{if(n.unlock(),!e||"object"!=typeof e)return i() +var s=q(e[n.settings.valueField]) +if("string"!=typeof s)return i() +n.setTextboxValue(),n.addOption(e,!0),n.setCaret(o),n.addItem(s),n.refreshOptions(t&&"single"!==n.settings.mode),i(e),r=!0} +return s="function"==typeof n.settings.create?n.settings.create.call(this,e,l):{[n.settings.labelField]:e,[n.settings.valueField]:e},r||l(s),!0}refreshItems(){var e=this +e.lastQuery=null,e.isSetup&&e.addItems(e.items),e.updateOriginalInput(),e.refreshState()}refreshState(){const e=this +e.refreshValidityState() +const t=e.isFull(),i=e.isLocked +e.wrapper.classList.toggle("rtl",e.rtl) +const s=e.wrapper.classList +var n +s.toggle("focus",e.isFocused),s.toggle("disabled",e.isDisabled),s.toggle("required",e.isRequired),s.toggle("invalid",!e.isValid),s.toggle("locked",i),s.toggle("full",t),s.toggle("input-active",e.isFocused&&!e.isInputHidden),s.toggle("dropdown-active",e.isOpen),s.toggle("has-options",(n=e.options,0===Object.keys(n).length)),s.toggle("has-items",e.items.length>0)}refreshValidityState(){var e=this +e.input.checkValidity&&(e.isValid=e.input.checkValidity(),e.isInvalid=!e.isValid)}isFull(){return null!==this.settings.maxItems&&this.items.length>=this.settings.maxItems}updateOriginalInput(e={}){const t=this +var i,s +const n=t.input.querySelector('option[value=""]') +if(t.is_select_tag){const e=[] +function o(i,s,o){return i||(i=w('")),i!=n&&t.input.append(i),e.push(i),i.selected=!0,i}t.input.querySelectorAll("option:checked").forEach((e=>{e.selected=!1})),0==t.items.length&&"single"==t.settings.mode?o(n,"",""):t.items.forEach((n=>{if(i=t.options[n],s=i[t.settings.labelField]||"",e.includes(i.$option)){o(t.input.querySelector(`option[value="${Q(n)}"]:not(:checked)`),n,s)}else i.$option=o(i.$option,n,s)}))}else t.input.value=t.getValue() +t.isSetup&&(e.silent||t.trigger("change",t.getValue()))}open(){var e=this +e.isLocked||e.isOpen||"multi"===e.settings.mode&&e.isFull()||(e.isOpen=!0,P(e.focus_node,{"aria-expanded":"true"}),e.refreshState(),I(e.dropdown,{visibility:"hidden",display:"block"}),e.positionDropdown(),I(e.dropdown,{visibility:"visible",display:"block"}),e.focus(),e.trigger("dropdown_open",e.dropdown))}close(e=!0){var t=this,i=t.isOpen +e&&(t.setTextboxValue(),"single"===t.settings.mode&&t.items.length&&t.hideInput()),t.isOpen=!1,P(t.focus_node,{"aria-expanded":"false"}),I(t.dropdown,{display:"none"}),t.settings.hideSelected&&t.clearActiveOption(),t.refreshState(),i&&t.trigger("dropdown_close",t.dropdown)}positionDropdown(){if("body"===this.settings.dropdownParent){var e=this.control,t=e.getBoundingClientRect(),i=e.offsetHeight+t.top+window.scrollY,s=t.left+window.scrollX +I(this.dropdown,{width:t.width+"px",top:i+"px",left:s+"px"})}}clear(e){var t=this +if(t.items.length){var i=t.controlChildren() +y(i,(e=>{t.removeItem(e,!0)})),t.showInput(),e||t.updateOriginalInput(),t.trigger("clear")}}insertAtCaret(e){const t=this,i=t.caretPos,s=t.control +s.insertBefore(e,s.children[i]),t.setCaret(i+1)}deleteSelection(e){var t,i,s,n,o,r=this +t=e&&8===e.keyCode?-1:1,i={start:(o=r.control_input).selectionStart||0,length:(o.selectionEnd||0)-(o.selectionStart||0)} +const l=[] +if(r.activeItems.length)n=F(r.activeItems,t),s=L(n),t>0&&s++,y(r.activeItems,(e=>l.push(e))) +else if((r.isFocused||"single"===r.settings.mode)&&r.items.length){const e=r.controlChildren() +t<0&&0===i.start&&0===i.length?l.push(e[r.caretPos-1]):t>0&&i.start===r.inputValue().length&&l.push(e[r.caretPos])}const a=l.map((e=>e.dataset.value)) +if(!a.length||"function"==typeof r.settings.onDelete&&!1===r.settings.onDelete.call(r,a,e))return!1 +for(H(e,!0),void 0!==s&&r.setCaret(s);l.length;)r.removeItem(l.pop()) +return r.showInput(),r.positionDropdown(),r.refreshOptions(!1),!0}advanceSelection(e,t){var i,s,n=this +n.rtl&&(e*=-1),n.inputValue().length||(K(V,t)||K("shiftKey",t)?(s=(i=n.getLastActive(e))?i.classList.contains("active")?n.getAdjacent(i,e,"item"):i:e>0?n.control_input.nextElementSibling:n.control_input.previousElementSibling)&&(s.classList.contains("active")&&n.removeActiveItem(i),n.setActiveItemClass(s)):n.moveCaret(e))}moveCaret(e){}getLastActive(e){let t=this.control.querySelector(".last-active") +if(t)return t +var i=this.control.querySelectorAll(".active") +return i?F(i,e):void 0}setCaret(e){this.caretPos=this.items.length}controlChildren(){return Array.from(this.control.querySelectorAll("[data-ts-item]"))}lock(){this.close(),this.isLocked=!0,this.refreshState()}unlock(){this.isLocked=!1,this.refreshState()}disable(){var e=this +e.input.disabled=!0,e.control_input.disabled=!0,e.focus_node.tabIndex=-1,e.isDisabled=!0,e.lock()}enable(){var e=this +e.input.disabled=!1,e.control_input.disabled=!1,e.focus_node.tabIndex=e.tabIndex,e.isDisabled=!1,e.unlock()}destroy(){var e=this,t=e.revertSettings +e.trigger("destroy"),e.off(),e.wrapper.remove(),e.dropdown.remove(),e.input.innerHTML=t.innerHTML,e.input.tabIndex=t.tabIndex,S(e.input,"tomselected","ts-hidden-accessible"),e._destroy(),delete e.input.tomselect}render(e,t){return"function"!=typeof this.settings.render[e]?null:this._render(e,t)}_render(e,t){var i,s,n="" +const o=this +return"option"!==e&&"item"!=e||(n=D(t[o.settings.valueField])),null==(s=o.settings.render[e].call(this,t,N))||(s=w(s),"option"===e||"option_create"===e?t[o.settings.disabledField]?P(s,{"aria-disabled":"true"}):P(s,{"data-selectable":""}):"optgroup"===e&&(i=t.group[o.settings.optgroupValueField],P(s,{"data-group":i}),t.group[o.settings.disabledField]&&P(s,{"data-disabled":""})),"option"!==e&&"item"!==e||(P(s,{"data-value":n}),"item"===e?(C(s,o.settings.itemClass),P(s,{"data-ts-item":""})):(C(s,o.settings.optionClass),P(s,{role:"option",id:t.$id}),o.options[n].$div=s))),s}clearCache(){y(this.options,((e,t)=>{e.$div&&(e.$div.remove(),delete e.$div)}))}uncacheValue(e){const t=this.getOption(e) +t&&t.remove()}canCreate(e){return this.settings.create&&e.length>0&&this.settings.createFilter.call(this,e)}hook(e,t,i){var s=this,n=s[t] +s[t]=function(){var t,o +return"after"===e&&(t=n.apply(s,arguments)),o=i.apply(s,arguments),"instead"===e?o:("before"===e&&(t=n.apply(s,arguments)),t)}}}return J.define("change_listener",(function(){B(this.input,"change",(()=>{this.sync()}))})),J.define("checkbox_options",(function(){var e=this,t=e.onOptionSelect +e.settings.hideSelected=!1 +var i=function(e){setTimeout((()=>{var t=e.querySelector("input") +e.classList.contains("selected")?t.checked=!0:t.checked=!1}),1)} +e.hook("after","setupTemplates",(()=>{var t=e.settings.render.option +e.settings.render.option=(i,s)=>{var n=w(t.call(e,i,s)),o=document.createElement("input") +o.addEventListener("click",(function(e){H(e)})),o.type="checkbox" +const r=q(i[e.settings.valueField]) +return r&&e.items.indexOf(r)>-1&&(o.checked=!0),n.prepend(o),n}})),e.on("item_remove",(t=>{var s=e.getOption(t) +s&&(s.classList.remove("selected"),i(s))})),e.hook("instead","onOptionSelect",((s,n)=>{if(n.classList.contains("selected"))return n.classList.remove("selected"),e.removeItem(n.dataset.value),e.refreshOptions(),void H(s,!0) +t.call(e,s,n),i(n)}))})),J.define("clear_button",(function(e){const t=this,i=Object.assign({className:"clear-button",title:"Clear All",html:e=>`
×
`},e) +t.on("initialize",(()=>{var e=w(i.html(i)) +e.addEventListener("click",(e=>{t.clear(),"single"===t.settings.mode&&t.settings.allowEmptyOption&&t.addItem(""),e.preventDefault(),e.stopPropagation()})),t.control.appendChild(e)}))})),J.define("drag_drop",(function(){var e=this +if(!$.fn.sortable)throw new Error('The "drag_drop" plugin requires jQuery UI "sortable".') +if("multi"===e.settings.mode){var t=e.lock,i=e.unlock +e.hook("instead","lock",(()=>{var i=$(e.control).data("sortable") +return i&&i.disable(),t.call(e)})),e.hook("instead","unlock",(()=>{var t=$(e.control).data("sortable") +return t&&t.enable(),i.call(e)})),e.on("initialize",(()=>{var t=$(e.control).sortable({items:"[data-value]",forcePlaceholderSize:!0,disabled:e.isLocked,start:(e,i)=>{i.placeholder.css("width",i.helper.css("width")),t.css({overflow:"visible"})},stop:()=>{t.css({overflow:"hidden"}) +var i=[] +t.children("[data-value]").each((function(){this.dataset.value&&i.push(this.dataset.value)})),e.setValue(i)}})}))}})),J.define("dropdown_header",(function(e){const t=this,i=Object.assign({title:"Untitled",headerClass:"dropdown-header",titleRowClass:"dropdown-header-title",labelClass:"dropdown-header-label",closeClass:"dropdown-header-close",html:e=>'
'+e.title+'×
'},e) +t.on("initialize",(()=>{var e=w(i.html(i)),s=e.querySelector("."+i.closeClass) +s&&s.addEventListener("click",(e=>{H(e,!0),t.close()})),t.dropdown.insertBefore(e,t.dropdown.firstChild)}))})),J.define("caret_position",(function(){var e=this +e.hook("instead","setCaret",(t=>{"single"!==e.settings.mode&&e.control.contains(e.control_input)?(t=Math.max(0,Math.min(e.items.length,t)))==e.caretPos||e.isPending||e.controlChildren().forEach(((i,s)=>{s{if(!e.isFocused)return +const i=e.getLastActive(t) +if(i){const s=L(i) +e.setCaret(t>0?s+1:s),e.setActiveItem()}else e.setCaret(e.caretPos+t)}))})),J.define("dropdown_input",(function(){var e=this +e.settings.shouldOpen=!0,e.hook("before","setup",(()=>{e.focus_node=e.control,C(e.control_input,"dropdown-input") +const t=w('